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Turn Xero Data into Real-Time Finance Dashboards - Building a Modern Finance Analytics Platform

  • doramadhusudan
  • 3 hours ago
  • 2 min read


Finance teams today are expected to deliver more than monthly reports. CFOs want real-time visibility into cash flow, CIOs want scalable data platforms, and business leaders need trusted insights without waiting days for reports to be prepared.



While Xero provides excellent accounting capabilities for small and mid-sized businesses, organizations often reach a point where they need deeper analytics, historical trend analysis, consolidated reporting, and enterprise-grade governance.

This is where Microsoft Fabric becomes a powerful extension to Xero.


At Aptocoiner Analytics, we recently completed a Xero to Microsoft Fabric integration project using publicly available Xero APIs and Microsoft’s modern data platform capabilities. The result was a scalable analytics solution built using the Medallion Architecture, enabling secure, governed, and near real-time financial reporting through Power BI.


Our Xero to Microsoft Fabric Architecture

For our recent implementation, we adopted Microsoft’s recommended Medallion Architecture.


The architecture consisted of three layers:

Bronze Layer (Raw Data)

The Bronze layer serves as the landing zone for all raw Xero data.


Process

  1. Connect to Xero APIs

  2. Extract data using PySpark notebooks

  3. Receive API responses in JSON format

  4. Store raw data in Fabric Lakehouse


Examples of extracted data include:

  • Invoices

  • Contacts

  • Accounts

  • Payments

  • Bank Transactions

  • Credit Notes

  • Journals


Silver Layer (Data Transformation)

The Silver layer is where data cleansing and standardization occur.


Typical Transformations

  • JSON flattening

  • Data type corrections

  • Null value handling

  • Duplicate removal

  • Date standardization

  • Business rule implementation


For example:


A Xero invoice response often contains nested JSON structures.

Before analytics can occur, fields such as:

  • Customer information

  • Invoice line items

  • Payment status

  • Tax details

must be normalized into structured tables.


Gold Layer (Data Warehouse)

The Gold layer contains business-ready data models.

Here we created dimensional warehouse structures optimized for reporting.


Example Warehouse Model

Fact Tables

  • FactInvoices

  • FactPayments

  • FactBankTransactions

Dimension Tables

  • DimCustomer

  • DimAccount

  • DimDate

  • DimBusinessUnit


This structure supports fast analytical queries and executive dashboards.



Ready to Modernize Your Xero Reporting?






 
 
 

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